MIT Press

Table 7.

Best model for assistant systems (f₁): MLPClassifier (m-sized)

Label	Value	Recall	Precision
Mathematical Sciences	0.75	0.71	0.80
Physical Sciences	0.95	0.93	0.96
Chemical Sciences	0.81	0.80	0.83
Earth and Environmental Sciences	0.78	0.77	0.80
Biological Sciences	0.89	0.89	0.89
Agricultural and Veterinary Sciences	0.56	0.44	0.78
Information and Computing Sciences	0.80	0.76	0.85
Engineering and Technology	0.76	0.74	0.78
Medical and Health Sciences	0.83	0.79	0.86
Built Environment and Design	0.66	0.56	0.80
Education	0.74	0.68	0.81
Economics	0.68	0.60	0.78
Commerce, Management, Tourism and Services	0.66	0.59	0.74
Studies in Human Society	0.74	0.71	0.77
Psychology and Cognitive Sciences	0.83	0.78	0.89
Law and Legal Studies	0.71	0.66	0.77
Studies in Creative Arts and Writing	0.72	0.62	0.86
Language, Communication and Culture	0.75	0.70	0.81
History and Archaeology	0.78	0.74	0.83
Philosophy and Religious Studies	0.67	0.54	0.87

Label	Value	Recall	Precision
Mathematical Sciences	0.75	0.71	0.80
Physical Sciences	0.95	0.93	0.96
Chemical Sciences	0.81	0.80	0.83
Earth and Environmental Sciences	0.78	0.77	0.80
Biological Sciences	0.89	0.89	0.89
Agricultural and Veterinary Sciences	0.56	0.44	0.78
Information and Computing Sciences	0.80	0.76	0.85
Engineering and Technology	0.76	0.74	0.78
Medical and Health Sciences	0.83	0.79	0.86
Built Environment and Design	0.66	0.56	0.80
Education	0.74	0.68	0.81
Economics	0.68	0.60	0.78
Commerce, Management, Tourism and Services	0.66	0.59	0.74
Studies in Human Society	0.74	0.71	0.77
Psychology and Cognitive Sciences	0.83	0.78	0.89
Law and Legal Studies	0.71	0.66	0.77
Studies in Creative Arts and Writing	0.72	0.62	0.86
Language, Communication and Culture	0.75	0.70	0.81
History and Archaeology	0.78	0.74	0.83
Philosophy and Religious Studies	0.67	0.54	0.87